Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 250 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 27.5 KiB |
| Average record size in memory | 112.5 B |
Variable types
| Numeric | 14 |
|---|
bu is highly overall correlated with sc and 1 other fields | High correlation |
sc is highly overall correlated with bu | High correlation |
hemo is highly overall correlated with bu and 2 other fields | High correlation |
pcv is highly overall correlated with hemo and 1 other fields | High correlation |
rbcc is highly overall correlated with hemo and 1 other fields | High correlation |
al has 54 (21.6%) zeros | Zeros |
su has 145 (58.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-08 08:06:25.666282 |
|---|---|
| Analysis finished | 2024-07-08 08:06:44.384949 |
| Duration | 18.72 seconds |
| Software version | ydata-profiling vv4.3.1 |
| Download configuration | config.json |
age
Real number (ℝ)
| Distinct | 70 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.443468 |
| Minimum | 2 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 14.45 |
| Q1 | 48 |
| median | 59 |
| Q3 | 65 |
| 95-th percentile | 75 |
| Maximum | 90 |
| Range | 88 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 17.115776 |
|---|---|
| Coefficient of variation (CV) | 0.31437704 |
| Kurtosis | 1.3570694 |
| Mean | 54.443468 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -1.1704609 |
| Sum | 13610.867 |
| Variance | 292.9498 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 15 | 6.0% |
| 65 | 15 | 6.0% |
| 48 | 9 | 3.6% |
| 54 | 9 | 3.6% |
| 50 | 9 | 3.6% |
| 62 | 8 | 3.2% |
| 59 | 8 | 3.2% |
| 51.483376 | 8 | 3.2% |
| 61 | 7 | 2.8% |
| 45 | 7 | 2.8% |
| Other values (60) | 155 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.4% |
| 3 | 1 | 0.4% |
| 4 | 1 | 0.4% |
| 5 | 2 | |
| 6 | 1 | 0.4% |
| 7 | 1 | 0.4% |
| 8 | 3 | |
| 11 | 1 | 0.4% |
| 12 | 1 | 0.4% |
| 14 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 90 | 1 | 0.4% |
| 83 | 1 | 0.4% |
| 82 | 1 | 0.4% |
| 81 | 1 | 0.4% |
| 80 | 2 | 0.8% |
| 78 | 1 | 0.4% |
| 76 | 5 | |
| 75 | 3 | |
| 74 | 2 | 0.8% |
| 73 | 6 |
bp
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.498763 |
| Minimum | 50 |
|---|---|
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 70 |
| median | 80 |
| Q3 | 90 |
| 95-th percentile | 100 |
| Maximum | 180 |
| Range | 130 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 14.937872 |
|---|---|
| Coefficient of variation (CV) | 0.18790069 |
| Kurtosis | 8.0281742 |
| Mean | 79.498763 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.5548208 |
| Sum | 19874.691 |
| Variance | 223.14002 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 70 | 74 | |
| 90 | 53 | |
| 80 | 51 | |
| 60 | 26 | 10.4% |
| 100 | 25 | 10.0% |
| 76.46907 | 10 | 4.0% |
| 50 | 5 | 2.0% |
| 110 | 3 | 1.2% |
| 140 | 1 | 0.4% |
| 180 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 50 | 5 | 2.0% |
| 60 | 26 | 10.4% |
| 70 | 74 | |
| 76.46907 | 10 | 4.0% |
| 80 | 51 | |
| 90 | 53 | |
| 100 | 25 | 10.0% |
| 110 | 3 | 1.2% |
| 120 | 1 | 0.4% |
| 140 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 180 | 1 | 0.4% |
| 140 | 1 | 0.4% |
| 120 | 1 | 0.4% |
| 110 | 3 | 1.2% |
| 100 | 25 | 10.0% |
| 90 | 53 | |
| 80 | 51 | |
| 76.46907 | 10 | 4.0% |
| 70 | 74 | |
| 60 | 26 | 10.4% |
sg
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0145045 |
| Minimum | 1.005 |
|---|---|
| Maximum | 1.025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 1.005 |
|---|---|
| 5-th percentile | 1.01 |
| Q1 | 1.01 |
| median | 1.015 |
| Q3 | 1.0174079 |
| 95-th percentile | 1.02 |
| Maximum | 1.025 |
| Range | 0.02 |
| Interquartile range (IQR) | 0.0074079 |
Descriptive statistics
| Standard deviation | 0.004416627 |
|---|---|
| Coefficient of variation (CV) | 0.0043534818 |
| Kurtosis | -0.2638112 |
| Mean | 1.0145045 |
| Median Absolute Deviation (MAD) | 0.005 |
| Skewness | 0.24489547 |
| Sum | 253.62613 |
| Variance | 1.9506594 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 1.01 | 84 | |
| 1.015 | 75 | |
| 1.0174079 | 42 | |
| 1.02 | 31 | 12.4% |
| 1.025 | 11 | 4.4% |
| 1.005 | 7 | 2.8% |
| Value | Count | Frequency (%) |
| 1.005 | 7 | 2.8% |
| 1.01 | 84 | |
| 1.015 | 75 | |
| 1.0174079 | 42 | |
| 1.02 | 31 | 12.4% |
| 1.025 | 11 | 4.4% |
| Value | Count | Frequency (%) |
| 1.025 | 11 | 4.4% |
| 1.02 | 31 | 12.4% |
| 1.0174079 | 42 | |
| 1.015 | 75 | |
| 1.01 | 84 | |
| 1.005 | 7 | 2.8% |
al
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6067797 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 54 |
| Zeros (%) | 21.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1.0169492 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2815753 |
|---|---|
| Coefficient of variation (CV) | 0.79760489 |
| Kurtosis | -0.81938494 |
| Mean | 1.6067797 |
| Median Absolute Deviation (MAD) | 0.9830508 |
| Skewness | 0.47062543 |
| Sum | 401.69492 |
| Variance | 1.6424353 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 54 | |
| 1 | 44 | |
| 2 | 43 | |
| 3 | 43 | |
| 1.0169492 | 41 | |
| 4 | 24 | |
| 5 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 54 | |
| 1 | 44 | |
| 1.0169492 | 41 | |
| 2 | 43 | |
| 3 | 43 | |
| 4 | 24 | |
| 5 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 5 | 1 | 0.4% |
| 4 | 24 | |
| 3 | 43 | |
| 2 | 43 | |
| 1.0169492 | 41 | |
| 1 | 44 | |
| 0 | 54 |
su
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.71122507 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 145 |
| Zeros (%) | 58.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.45014244 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0.45014244 |
Descriptive statistics
| Standard deviation | 1.2295808 |
|---|---|
| Coefficient of variation (CV) | 1.7288209 |
| Kurtosis | 2.3757468 |
| Mean | 0.71122507 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8573098 |
| Sum | 177.80627 |
| Variance | 1.5118689 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 145 | |
| 0.45014244 | 44 | 17.6% |
| 2 | 18 | 7.2% |
| 3 | 14 | 5.6% |
| 4 | 13 | 5.2% |
| 1 | 13 | 5.2% |
| 5 | 3 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 145 | |
| 0.45014244 | 44 | 17.6% |
| 1 | 13 | 5.2% |
| 2 | 18 | 7.2% |
| 3 | 14 | 5.6% |
| 4 | 13 | 5.2% |
| 5 | 3 | 1.2% |
| Value | Count | Frequency (%) |
| 5 | 3 | 1.2% |
| 4 | 13 | 5.2% |
| 3 | 14 | 5.6% |
| 2 | 18 | 7.2% |
| 1 | 13 | 5.2% |
| 0.45014244 | 44 | 17.6% |
| 0 | 145 |
bgr
Real number (ℝ)
| Distinct | 136 |
|---|---|
| Distinct (%) | 54.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 171.25755 |
| Minimum | 22 |
|---|---|
| Maximum | 490 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 84.9 |
| Q1 | 111.25 |
| median | 148.03651 |
| Q3 | 210 |
| 95-th percentile | 356.4 |
| Maximum | 490 |
| Range | 468 |
| Interquartile range (IQR) | 98.75 |
Descriptive statistics
| Standard deviation | 85.335639 |
|---|---|
| Coefficient of variation (CV) | 0.49828833 |
| Kurtosis | 2.4617847 |
| Mean | 171.25755 |
| Median Absolute Deviation (MAD) | 42.53651 |
| Skewness | 1.5621174 |
| Sum | 42814.387 |
| Variance | 7282.1713 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 148.03651 | 38 | 15.2% |
| 93 | 5 | 2.0% |
| 92 | 4 | 1.6% |
| 99 | 4 | 1.6% |
| 107 | 4 | 1.6% |
| 103 | 3 | 1.2% |
| 214 | 3 | 1.2% |
| 172 | 3 | 1.2% |
| 104 | 3 | 1.2% |
| 76 | 3 | 1.2% |
| Other values (126) | 180 |
| Value | Count | Frequency (%) |
| 22 | 1 | 0.4% |
| 70 | 2 | |
| 74 | 2 | |
| 76 | 3 | |
| 78 | 2 | |
| 79 | 1 | 0.4% |
| 80 | 1 | 0.4% |
| 84 | 1 | 0.4% |
| 86 | 1 | 0.4% |
| 88 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 490 | 2 | |
| 463 | 1 | |
| 447 | 1 | |
| 425 | 1 | |
| 424 | 2 | |
| 423 | 1 | |
| 415 | 1 | |
| 410 | 1 | |
| 380 | 1 | |
| 360 | 2 |
bu
Real number (ℝ)
HIGH CORRELATION
| Distinct | 118 |
|---|---|
| Distinct (%) | 47.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.610937 |
| Minimum | 1.5 |
|---|---|
| Maximum | 391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 1.5 |
|---|---|
| 5-th percentile | 18.45 |
| Q1 | 32 |
| median | 55 |
| Q3 | 89.75 |
| 95-th percentile | 183.3 |
| Maximum | 391 |
| Range | 389.5 |
| Interquartile range (IQR) | 57.75 |
Descriptive statistics
| Standard deviation | 57.134411 |
|---|---|
| Coefficient of variation (CV) | 0.79784476 |
| Kurtosis | 6.0373674 |
| Mean | 71.610937 |
| Median Absolute Deviation (MAD) | 25.5 |
| Skewness | 2.0951284 |
| Sum | 17902.734 |
| Variance | 3264.341 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 57.42572 | 13 | 5.2% |
| 19 | 6 | 2.4% |
| 40 | 6 | 2.4% |
| 46 | 5 | 2.0% |
| 53 | 5 | 2.0% |
| 66 | 5 | 2.0% |
| 32 | 5 | 2.0% |
| 20 | 5 | 2.0% |
| 55 | 5 | 2.0% |
| 28 | 5 | 2.0% |
| Other values (108) | 190 |
| Value | Count | Frequency (%) |
| 1.5 | 1 | 0.4% |
| 15 | 4 | |
| 16 | 3 | |
| 17 | 2 | 0.8% |
| 18 | 3 | |
| 19 | 6 | |
| 20 | 5 | |
| 21 | 1 | 0.4% |
| 22 | 2 | 0.8% |
| 23 | 3 |
| Value | Count | Frequency (%) |
| 391 | 1 | |
| 322 | 1 | |
| 309 | 1 | |
| 241 | 1 | |
| 235 | 1 | |
| 223 | 1 | |
| 219 | 1 | |
| 217 | 1 | |
| 215 | 1 | |
| 208 | 1 |
sc
Real number (ℝ)
HIGH CORRELATION
| Distinct | 84 |
|---|---|
| Distinct (%) | 33.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3504778 |
| Minimum | 0.5 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.8 |
| Q1 | 1.5 |
| median | 2.45 |
| Q3 | 4.25 |
| 95-th percentile | 13.455 |
| Maximum | 76 |
| Range | 75.5 |
| Interquartile range (IQR) | 2.75 |
Descriptive statistics
| Standard deviation | 6.7868252 |
|---|---|
| Coefficient of variation (CV) | 1.5600183 |
| Kurtosis | 57.028713 |
| Mean | 4.3504778 |
| Median Absolute Deviation (MAD) | 1.15 |
| Skewness | 6.4379674 |
| Sum | 1087.6195 |
| Variance | 46.060996 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.0724542 | 12 | 4.8% |
| 1.2 | 10 | 4.0% |
| 2.2 | 10 | 4.0% |
| 1 | 9 | 3.6% |
| 1.5 | 9 | 3.6% |
| 1.7 | 9 | 3.6% |
| 1.3 | 8 | 3.2% |
| 1.6 | 8 | 3.2% |
| 1.4 | 7 | 2.8% |
| 2.5 | 7 | 2.8% |
| Other values (74) | 161 |
| Value | Count | Frequency (%) |
| 0.5 | 1 | 0.4% |
| 0.6 | 3 | 1.2% |
| 0.7 | 4 | 1.6% |
| 0.8 | 6 | |
| 0.9 | 6 | |
| 1 | 9 | |
| 1.1 | 6 | |
| 1.2 | 10 | |
| 1.3 | 8 | |
| 1.4 | 7 |
| Value | Count | Frequency (%) |
| 76 | 1 | |
| 48.1 | 1 | |
| 32 | 1 | |
| 24 | 1 | |
| 18.1 | 1 | |
| 18 | 1 | |
| 16.9 | 1 | |
| 16.4 | 1 | |
| 15.2 | 1 | |
| 15 | 1 |
sod
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | 13.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 135.09143 |
| Minimum | 4.5 |
|---|---|
| Maximum | 163 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 4.5 |
|---|---|
| 5-th percentile | 124 |
| Q1 | 134 |
| median | 137.52875 |
| Q3 | 137.52875 |
| 95-th percentile | 142 |
| Maximum | 163 |
| Range | 158.5 |
| Interquartile range (IQR) | 3.52875 |
Descriptive statistics
| Standard deviation | 10.299631 |
|---|---|
| Coefficient of variation (CV) | 0.076241925 |
| Kurtosis | 104.49287 |
| Mean | 135.09143 |
| Median Absolute Deviation (MAD) | 1.52875 |
| Skewness | -8.5418153 |
| Sum | 33772.857 |
| Variance | 106.08239 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 137.52875 | 82 | |
| 135 | 16 | 6.4% |
| 138 | 14 | 5.6% |
| 136 | 14 | 5.6% |
| 137 | 12 | 4.8% |
| 140 | 12 | 4.8% |
| 141 | 11 | 4.4% |
| 139 | 10 | 4.0% |
| 132 | 10 | 4.0% |
| 131 | 9 | 3.6% |
| Other values (23) | 60 |
| Value | Count | Frequency (%) |
| 4.5 | 1 | 0.4% |
| 104 | 1 | 0.4% |
| 111 | 1 | 0.4% |
| 113 | 2 | |
| 114 | 2 | |
| 115 | 1 | 0.4% |
| 120 | 2 | |
| 122 | 2 | |
| 124 | 3 | |
| 125 | 2 |
| Value | Count | Frequency (%) |
| 163 | 1 | 0.4% |
| 147 | 1 | 0.4% |
| 146 | 2 | 0.8% |
| 145 | 2 | 0.8% |
| 143 | 1 | 0.4% |
| 142 | 8 | |
| 141 | 11 | |
| 140 | 12 | |
| 139 | 10 | |
| 138 | 14 |
pot
Real number (ℝ)
| Distinct | 41 |
|---|---|
| Distinct (%) | 16.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7950448 |
| Minimum | 2.5 |
|---|---|
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 3.345 |
| Q1 | 4.1 |
| median | 4.6272435 |
| Q3 | 4.6272435 |
| 95-th percentile | 5.8 |
| Maximum | 47 |
| Range | 44.5 |
| Interquartile range (IQR) | 0.5272435 |
Descriptive statistics
| Standard deviation | 3.5305215 |
|---|---|
| Coefficient of variation (CV) | 0.7362854 |
| Kurtosis | 117.23616 |
| Mean | 4.7950448 |
| Median Absolute Deviation (MAD) | 0.3272435 |
| Skewness | 10.589433 |
| Sum | 1198.7612 |
| Variance | 12.464582 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 4.6272435 | 83 | |
| 4 | 11 | 4.4% |
| 4.2 | 11 | 4.4% |
| 4.9 | 10 | 4.0% |
| 3.8 | 10 | 4.0% |
| 4.4 | 9 | 3.6% |
| 4.3 | 9 | 3.6% |
| 4.1 | 9 | 3.6% |
| 4.7 | 7 | 2.8% |
| 3.7 | 6 | 2.4% |
| Other values (31) | 85 |
| Value | Count | Frequency (%) |
| 2.5 | 2 | 0.8% |
| 2.7 | 1 | 0.4% |
| 2.8 | 1 | 0.4% |
| 2.9 | 3 | |
| 3 | 2 | 0.8% |
| 3.2 | 3 | |
| 3.3 | 1 | 0.4% |
| 3.4 | 5 | |
| 3.5 | 6 | |
| 3.6 | 2 | 0.8% |
| Value | Count | Frequency (%) |
| 47 | 1 | 0.4% |
| 39 | 1 | 0.4% |
| 7.6 | 1 | 0.4% |
| 6.6 | 1 | 0.4% |
| 6.5 | 2 | |
| 6.4 | 1 | 0.4% |
| 6.3 | 3 | |
| 5.9 | 2 | |
| 5.8 | 2 | |
| 5.7 | 4 |
hemo
Real number (ℝ)
HIGH CORRELATION
| Distinct | 84 |
|---|---|
| Distinct (%) | 33.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.993264 |
| Minimum | 3.1 |
|---|---|
| Maximum | 16.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 3.1 |
|---|---|
| 5-th percentile | 7.19 |
| Q1 | 9.8 |
| median | 11.3 |
| Q3 | 12.526437 |
| 95-th percentile | 13.855 |
| Maximum | 16.1 |
| Range | 13 |
| Interquartile range (IQR) | 2.726437 |
Descriptive statistics
| Standard deviation | 2.1040973 |
|---|---|
| Coefficient of variation (CV) | 0.19139877 |
| Kurtosis | 0.69580201 |
| Mean | 10.993264 |
| Median Absolute Deviation (MAD) | 1.226437 |
| Skewness | -0.66427027 |
| Sum | 2748.3161 |
| Variance | 4.4272254 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.526437 | 46 | 18.4% |
| 10.9 | 8 | 3.2% |
| 11.1 | 7 | 2.8% |
| 9.8 | 7 | 2.8% |
| 12 | 6 | 2.4% |
| 11.3 | 6 | 2.4% |
| 10.3 | 6 | 2.4% |
| 12.6 | 5 | 2.0% |
| 9.7 | 5 | 2.0% |
| 10 | 5 | 2.0% |
| Other values (74) | 149 |
| Value | Count | Frequency (%) |
| 3.1 | 1 | |
| 4.8 | 1 | |
| 5.5 | 1 | |
| 5.6 | 1 | |
| 5.8 | 1 | |
| 6 | 2 | |
| 6.1 | 1 | |
| 6.2 | 1 | |
| 6.3 | 1 | |
| 6.6 | 1 |
| Value | Count | Frequency (%) |
| 16.1 | 1 | 0.4% |
| 15.6 | 1 | 0.4% |
| 15.4 | 1 | 0.4% |
| 15.2 | 1 | 0.4% |
| 15 | 4 | |
| 14.3 | 2 | |
| 14.1 | 1 | 0.4% |
| 14 | 1 | 0.4% |
| 13.9 | 1 | 0.4% |
| 13.8 | 1 | 0.4% |
pcv
Real number (ℝ)
HIGH CORRELATION
| Distinct | 38 |
|---|---|
| Distinct (%) | 15.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.533046 |
| Minimum | 9 |
|---|---|
| Maximum | 52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 22.45 |
| Q1 | 30 |
| median | 36 |
| Q3 | 38.8845 |
| 95-th percentile | 43 |
| Maximum | 52 |
| Range | 43 |
| Interquartile range (IQR) | 8.8845 |
Descriptive statistics
| Standard deviation | 6.7041539 |
|---|---|
| Coefficient of variation (CV) | 0.19413735 |
| Kurtosis | 1.0404918 |
| Mean | 34.533046 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.71892093 |
| Sum | 8633.2615 |
| Variance | 44.94568 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 38.8845 | 67 | |
| 28 | 12 | 4.8% |
| 32 | 12 | 4.8% |
| 36 | 12 | 4.8% |
| 33 | 12 | 4.8% |
| 34 | 11 | 4.4% |
| 37 | 11 | 4.4% |
| 30 | 9 | 3.6% |
| 29 | 9 | 3.6% |
| 35 | 9 | 3.6% |
| Other values (28) | 86 |
| Value | Count | Frequency (%) |
| 9 | 1 | 0.4% |
| 14 | 1 | 0.4% |
| 15 | 1 | 0.4% |
| 16 | 1 | 0.4% |
| 17 | 1 | 0.4% |
| 18 | 1 | 0.4% |
| 19 | 2 | |
| 20 | 1 | 0.4% |
| 21 | 1 | 0.4% |
| 22 | 3 |
| Value | Count | Frequency (%) |
| 52 | 3 | 1.2% |
| 48 | 1 | 0.4% |
| 47 | 1 | 0.4% |
| 46 | 1 | 0.4% |
| 45 | 1 | 0.4% |
| 44 | 5 | |
| 43 | 2 | 0.8% |
| 42 | 4 | |
| 41 | 6 | |
| 40 | 8 |
wbcc
Real number (ℝ)
| Distinct | 82 |
|---|---|
| Distinct (%) | 32.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8806.8243 |
| Minimum | 2200 |
|---|---|
| Maximum | 26400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 2200 |
|---|---|
| 5-th percentile | 4945 |
| Q1 | 7900 |
| median | 8406.122 |
| Q3 | 9575 |
| 95-th percentile | 13420 |
| Maximum | 26400 |
| Range | 24200 |
| Interquartile range (IQR) | 1675 |
Descriptive statistics
| Standard deviation | 2797.9749 |
|---|---|
| Coefficient of variation (CV) | 0.31770531 |
| Kurtosis | 8.6809843 |
| Mean | 8806.8243 |
| Median Absolute Deviation (MAD) | 793.878 |
| Skewness | 1.9745987 |
| Sum | 2201706.1 |
| Variance | 7828663.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8406.122 | 99 | |
| 9800 | 9 | 3.6% |
| 6900 | 6 | 2.4% |
| 9600 | 6 | 2.4% |
| 9200 | 5 | 2.0% |
| 10200 | 4 | 1.6% |
| 5000 | 3 | 1.2% |
| 5800 | 3 | 1.2% |
| 7000 | 3 | 1.2% |
| 7900 | 3 | 1.2% |
| Other values (72) | 109 |
| Value | Count | Frequency (%) |
| 2200 | 1 | 0.4% |
| 2600 | 1 | 0.4% |
| 3800 | 2 | |
| 4100 | 1 | 0.4% |
| 4200 | 3 | |
| 4300 | 2 | |
| 4500 | 1 | 0.4% |
| 4700 | 1 | 0.4% |
| 4900 | 1 | 0.4% |
| 5000 | 3 |
| Value | Count | Frequency (%) |
| 26400 | 1 | |
| 21600 | 1 | |
| 19100 | 1 | |
| 18900 | 1 | |
| 16700 | 1 | |
| 16300 | 1 | |
| 15700 | 1 | |
| 15200 | 2 | |
| 14900 | 1 | |
| 14600 | 2 |
rbcc
Real number (ℝ)
HIGH CORRELATION
| Distinct | 36 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3232878 |
| Minimum | 2.1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 2.1 |
|---|---|
| 5-th percentile | 2.9 |
| Q1 | 3.9 |
| median | 4.707435 |
| Q3 | 4.707435 |
| 95-th percentile | 4.955 |
| Maximum | 8 |
| Range | 5.9 |
| Interquartile range (IQR) | 0.807435 |
Descriptive statistics
| Standard deviation | 0.72227559 |
|---|---|
| Coefficient of variation (CV) | 0.16706628 |
| Kurtosis | 3.0016 |
| Mean | 4.3232878 |
| Median Absolute Deviation (MAD) | 0.007435 |
| Skewness | -0.43454996 |
| Sum | 1080.8219 |
| Variance | 0.52168203 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 4.707435 | 124 | |
| 3.9 | 10 | 4.0% |
| 3.4 | 9 | 3.6% |
| 3.7 | 8 | 3.2% |
| 3.8 | 7 | 2.8% |
| 4.2 | 6 | 2.4% |
| 4.3 | 6 | 2.4% |
| 4.6 | 6 | 2.4% |
| 4 | 6 | 2.4% |
| 4.1 | 5 | 2.0% |
| Other values (26) | 63 |
| Value | Count | Frequency (%) |
| 2.1 | 2 | |
| 2.3 | 1 | 0.4% |
| 2.4 | 1 | 0.4% |
| 2.5 | 2 | |
| 2.6 | 2 | |
| 2.7 | 2 | |
| 2.8 | 2 | |
| 2.9 | 2 | |
| 3 | 3 | |
| 3.1 | 2 |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.4% |
| 6.1 | 1 | 0.4% |
| 6 | 1 | 0.4% |
| 5.6 | 1 | 0.4% |
| 5.4 | 1 | 0.4% |
| 5.2 | 5 | 2.0% |
| 5 | 3 | 1.2% |
| 4.9 | 3 | 1.2% |
| 4.8 | 2 | 0.8% |
| 4.707435 | 124 |
| age | bp | sg | al | su | bgr | bu | sc | sod | pot | hemo | pcv | wbcc | rbcc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.059 | -0.003 | 0.001 | 0.245 | 0.155 | 0.160 | 0.155 | -0.030 | 0.150 | -0.004 | -0.068 | 0.082 | -0.092 |
| bp | 0.059 | 1.000 | 0.001 | -0.003 | 0.113 | 0.079 | 0.132 | 0.158 | 0.075 | 0.106 | -0.117 | -0.092 | -0.030 | -0.087 |
| sg | -0.003 | 0.001 | 1.000 | -0.019 | 0.043 | -0.108 | -0.027 | -0.043 | 0.098 | 0.056 | 0.050 | 0.136 | -0.139 | 0.148 |
| al | 0.001 | -0.003 | -0.019 | 1.000 | 0.127 | 0.098 | 0.322 | 0.273 | -0.279 | 0.103 | -0.290 | -0.211 | 0.052 | -0.197 |
| su | 0.245 | 0.113 | 0.043 | 0.127 | 1.000 | 0.499 | 0.126 | 0.157 | -0.018 | 0.041 | 0.008 | 0.019 | 0.146 | -0.003 |
| bgr | 0.155 | 0.079 | -0.108 | 0.098 | 0.499 | 1.000 | 0.005 | 0.006 | -0.076 | 0.015 | 0.019 | 0.041 | 0.092 | 0.028 |
| bu | 0.160 | 0.132 | -0.027 | 0.322 | 0.126 | 0.005 | 1.000 | 0.823 | -0.324 | 0.243 | -0.516 | -0.462 | -0.003 | -0.374 |
| sc | 0.155 | 0.158 | -0.043 | 0.273 | 0.157 | 0.006 | 0.823 | 1.000 | -0.266 | 0.197 | -0.423 | -0.390 | -0.024 | -0.342 |
| sod | -0.030 | 0.075 | 0.098 | -0.279 | -0.018 | -0.076 | -0.324 | -0.266 | 1.000 | -0.004 | 0.229 | 0.241 | -0.000 | 0.186 |
| pot | 0.150 | 0.106 | 0.056 | 0.103 | 0.041 | 0.015 | 0.243 | 0.197 | -0.004 | 1.000 | -0.131 | -0.117 | -0.162 | -0.032 |
| hemo | -0.004 | -0.117 | 0.050 | -0.290 | 0.008 | 0.019 | -0.516 | -0.423 | 0.229 | -0.131 | 1.000 | 0.829 | 0.085 | 0.523 |
| pcv | -0.068 | -0.092 | 0.136 | -0.211 | 0.019 | 0.041 | -0.462 | -0.390 | 0.241 | -0.117 | 0.829 | 1.000 | -0.012 | 0.608 |
| wbcc | 0.082 | -0.030 | -0.139 | 0.052 | 0.146 | 0.092 | -0.003 | -0.024 | -0.000 | -0.162 | 0.085 | -0.012 | 1.000 | -0.032 |
| rbcc | -0.092 | -0.087 | 0.148 | -0.197 | -0.003 | 0.028 | -0.374 | -0.342 | 0.186 | -0.032 | 0.523 | 0.608 | -0.032 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| age | bp | sg | al | su | bgr | bu | sc | sod | pot | hemo | pcv | wbcc | rbcc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 48.0 | 80.00000 | 1.020 | 1.0 | 0.0 | 121.00000 | 36.0 | 1.2 | 137.52875 | 4.627243 | 15.4 | 44.0 | 7800.000 | 5.200000 |
| 1 | 7.0 | 50.00000 | 1.020 | 4.0 | 0.0 | 148.03651 | 18.0 | 0.8 | 137.52875 | 4.627243 | 11.3 | 38.0 | 6000.000 | 4.707435 |
| 2 | 62.0 | 80.00000 | 1.010 | 2.0 | 3.0 | 423.00000 | 53.0 | 1.8 | 137.52875 | 4.627243 | 9.6 | 31.0 | 7500.000 | 4.707435 |
| 3 | 48.0 | 70.00000 | 1.005 | 4.0 | 0.0 | 117.00000 | 56.0 | 3.8 | 111.00000 | 2.500000 | 11.2 | 32.0 | 6700.000 | 3.900000 |
| 4 | 51.0 | 80.00000 | 1.010 | 2.0 | 0.0 | 106.00000 | 26.0 | 1.4 | 137.52875 | 4.627243 | 11.6 | 35.0 | 7300.000 | 4.600000 |
| 5 | 60.0 | 90.00000 | 1.015 | 3.0 | 0.0 | 74.00000 | 25.0 | 1.1 | 142.00000 | 3.200000 | 12.2 | 39.0 | 7800.000 | 4.400000 |
| 6 | 68.0 | 70.00000 | 1.010 | 0.0 | 0.0 | 100.00000 | 54.0 | 24.0 | 104.00000 | 4.000000 | 12.4 | 36.0 | 8406.122 | 4.707435 |
| 7 | 24.0 | 76.46907 | 1.015 | 2.0 | 4.0 | 410.00000 | 31.0 | 1.1 | 137.52875 | 4.627243 | 12.4 | 44.0 | 6900.000 | 5.000000 |
| 8 | 52.0 | 100.00000 | 1.015 | 3.0 | 0.0 | 138.00000 | 60.0 | 1.9 | 137.52875 | 4.627243 | 10.8 | 33.0 | 9600.000 | 4.000000 |
| 9 | 53.0 | 90.00000 | 1.020 | 2.0 | 0.0 | 70.00000 | 107.0 | 7.2 | 114.00000 | 3.700000 | 9.5 | 29.0 | 12100.000 | 3.700000 |
| age | bp | sg | al | su | bgr | bu | sc | sod | pot | hemo | pcv | wbcc | rbcc | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 240 | 65.0 | 70.0 | 1.015000 | 1.000000 | 0.000000 | 203.0 | 46.0 | 1.4 | 137.52875 | 4.627243 | 11.400000 | 36.0000 | 5000.000 | 4.100000 |
| 241 | 57.0 | 70.0 | 1.015000 | 1.000000 | 0.000000 | 165.0 | 45.0 | 1.5 | 140.00000 | 3.300000 | 10.400000 | 31.0000 | 4200.000 | 3.900000 |
| 242 | 69.0 | 70.0 | 1.010000 | 4.000000 | 3.000000 | 214.0 | 96.0 | 6.3 | 120.00000 | 3.900000 | 9.400000 | 28.0000 | 11500.000 | 3.300000 |
| 243 | 62.0 | 90.0 | 1.020000 | 2.000000 | 1.000000 | 169.0 | 48.0 | 2.4 | 138.00000 | 2.900000 | 13.400000 | 47.0000 | 11000.000 | 6.100000 |
| 244 | 64.0 | 90.0 | 1.015000 | 3.000000 | 2.000000 | 463.0 | 64.0 | 2.8 | 135.00000 | 4.100000 | 12.200000 | 40.0000 | 9800.000 | 4.600000 |
| 245 | 48.0 | 100.0 | 1.017408 | 1.016949 | 0.450142 | 103.0 | 79.0 | 5.3 | 135.00000 | 6.300000 | 6.300000 | 19.0000 | 7200.000 | 2.600000 |
| 246 | 48.0 | 110.0 | 1.015000 | 3.000000 | 0.000000 | 106.0 | 215.0 | 15.2 | 120.00000 | 5.700000 | 8.600000 | 26.0000 | 5000.000 | 2.500000 |
| 247 | 54.0 | 90.0 | 1.025000 | 1.000000 | 0.000000 | 150.0 | 18.0 | 1.2 | 140.00000 | 4.200000 | 12.526437 | 38.8845 | 8406.122 | 4.707435 |
| 248 | 59.0 | 70.0 | 1.010000 | 1.000000 | 3.000000 | 424.0 | 55.0 | 1.7 | 138.00000 | 4.500000 | 12.600000 | 37.0000 | 10200.000 | 4.100000 |
| 249 | 56.0 | 90.0 | 1.010000 | 4.000000 | 1.000000 | 176.0 | 309.0 | 13.3 | 124.00000 | 6.500000 | 3.100000 | 9.0000 | 5400.000 | 2.100000 |